MadSystems Seminar

Saurabh Agarwal, an alumnus of the MadSystems group, will present his recent work that enables machine learning in operating systems.

Title: Enabling ML in the OS

Abstract: In this talk, we will look at KernMLOps. KernMLOps is an MLOps framework designed for enabling machine learning inside the kernel. We will look at how KernMLOps supports three critical phases of machine learning - data collection, model deployment, and model updates. The talk will also feature a live demo (fingers crossed).

Bio: I am a post-doc at UT-Austin. Working with Aditya Akella and Chris Rossbach. I usually work on building infrastructure for ML, ranging from distributed training and inference. Currently, I am interested in how to enable ML for systems and augmented LLM serving systems.